Date : 2023/11/26
2023/11/27 inerview in MTK presentation
Slide 1: Introduction
- Sorting Algorithms Overview
- Overview of various sorting algorithms
- Objective
- Understand the characteristics and application scenarios of different sorting algorithms
Slide 2: Bubble Sort
- Basic Idea
- Compare adjacent elements and swap their positions until the entire sequence is sorted
- Time Complexity
- Average: O(n^2)
- Features
- Simple but less efficient
Slide 3: Insertion Sort
- Basic Idea
- Insert unsorted elements into the correct position in the sorted part
- Time Complexity
- Average: O(n^2)
- Features
- Suitable for small datasets, stable sorting algorithm
Slide 4: Selection Sort
- Basic Idea
- Select the smallest element and place it in the sorted part
- Time Complexity
- Average: O(n^2)
- Features
- Simple but generally less efficient
Slide 5: Merge Sort
- Basic Idea
- Recursively divide the sequence into two halves, sort them, and then merge
- Time Complexity
- Average: O(n log n)
- Features
- Stable, suitable for large datasets
Slide 6: Quick Sort
- Basic Idea
- Choose a pivot, partition, and recursively sort
- Time Complexity
- Average: O(n log n)
- Features
- Efficient, but performance may degrade for certain datasets
Slide 7: Heap Sort
- Basic Idea
- Treat the sequence as a binary heap and perform sorting
- Time Complexity
- Average: O(n log n)
- Features
- Differs from typical comparison sorts, utilizes the heap data structure
Slide 8: Counting Sort
- Basic Idea
- Count occurrences, reconstruct the sequence based on counts
- Time Complexity
- Average: O(n + k), where k is the range size
- Features
- Suitable for small-range integer sequences
Slide 9: Radix Sort
- Basic Idea
- Sort numbers by digits, from the least significant to the most significant
- Time Complexity
- Average: O(nk), where k is the maximum number of digits
- Features
- Suitable for fixed-size integer sorting
Slide 10: Conclusion
- Choosing the Right Sorting Algorithm
- Based on dataset size, characteristics, and application scenarios
- Understanding the Pros and Cons
- Key considerations in best practices
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